// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

#include "paddle/phi/core/kernel_registry.h"
#include "paddle/phi/kernels/empty_kernel.h"
#include "paddle/phi/kernels/npu_identity_kernel.h"

/** [ Why need npu_identity op? ]
 *
 * 1. Ascend CANN use internal storage format for high performance
 * computing, for example if run BatchNorm2D op with CANN internal
 * storage format ACL_FORMAT_NC1HWC0, time costs in transdata will
 * be removed, and at will gain 2x performance improvement.
 *
 * 2.The internal storage format will use storage_properties_ in
 * DenseTensor, and will change the size and layout of denser, and
 * finally it should be called when change tensor to numpy and restore
 * original size and format by calling CANN Identity OP.
 *
 * TODO(qili93): remove this op after custom op and custom device
 * integrated and then move this op along with its code to plugin.
 */

PD_CUSTOM_KERNEL_REGISTER(npu_identity,
                          metax_gpu,
                          ALL_LAYOUT,
                          phi::NPUIdentityKernel,
                          float,
                          double,
                          int8_t,
                          uint8_t,
                          int16_t,
                          int,
                          int64_t,
                          bool,
                          phi::dtype::float16) {}
